Results

RF:

Only PTT :

  • ('Mean Absolute Error:', 10.998747334363163)
  • ('Mean Squared Error:', 190.89363439050632)
  • ('Root Mean Squared Error:', 13.816426252490414)
  • Variance score: 0.03


Only alpha:

('Mean Absolute Error:', 13.205269616168627)

('Mean Squared Error:', 275.10538692078757)

('Root Mean Squared Error:', 16.586301182626208)

Variance score: -0.39


Only PIR :

  • ('Mean Absolute Error:', 12.806285201443226)
  • ('Mean Squared Error:', 264.7855435175469)
  • ('Root Mean Squared Error:', 16.272232284402374)
  • Variance score: -0.34



PTT +


1. PPG features :

('Mean Absolute Error:', 10.929214286836389)

('Mean Squared Error:', 191.98721691630013)

('Root Mean Squared Error:', 13.855945183072143)

Variance score: 0.03


2. alpha :

  • ('Mean Absolute Error:', 11.802171679912963)
  • ('Mean Squared Error:', 224.25717918494752)
  • ('Root Mean Squared Error:', 14.975218835961881)
  • Variance score: -0.14


3. PIR:

  • ('Mean Absolute Error:', 11.831213292727405)
  • ('Mean Squared Error:', 228.27044327522248)
  • ('Root Mean Squared Error:', 15.108621488250424)
  • Variance score: -0.16


4. Ih,Il

('Mean Absolute Error:', 10.927139503886439)

('Mean Squared Error:', 193.73519913639797)

('Root Mean Squared Error:', 13.918879234205532)

Variance score: 0.02


5. il, meu, hr:

  • ('Mean Absolute Error:', 10.284481052297966)
  • ('Mean Squared Error:', 177.14756410036549)
  • ('Root Mean Squared Error:', 13.309679338750634)
  • Variance score: 0.10


6. HR :

  • ('Mean Absolute Error:', 11.518969855491266)
  • ('Mean Squared Error:', 218.84817615081369)
  • ('Root Mean Squared Error:', 14.793518045103864)
  • Variance score: -0.11


7. alpha,pir:

  • ('Mean Absolute Error:', 10.838112417861232)
  • ('Mean Squared Error:', 191.52803449106065)
  • ('Root Mean Squared Error:', 13.839365393364707)
  • Variance score: 0.03


8. ih,il,hr,meu:

('Mean Absolute Error:', 10.305250095674079)

('Mean Squared Error:', 176.06345915463643)

('Root Mean Squared Error:', 13.268890652750004)

Variance score: 0.11


9. il,meu,hr + PPG features :

  • ('Mean Absolute Error:', 10.19071677729738)
  • ('Mean Squared Error:', 170.35380164725964)
  • ('Root Mean Squared Error:', 13.051965432350013)
  • Variance score: 0.14



ALL :

  • ('Mean Absolute Error:', 10.177515402533292)
  • ('Mean Squared Error:', 168.89918077394336)
  • ('Root Mean Squared Error:', 12.99612175896884)
  • Variance score: 0.14